{"id":"W4406694033","doi":"10.46747/cfp.710172","title":"Not letting a broken system break us","year":2025,"lang":"en","type":"article","venue":"Canadian Family Physician","topic":"Primary Care and Health Outcomes","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science; Data science; World Wide Web","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01297897,0.001552125,0.0008601787,0.001659694,0.02278652,0.01505318,0.002606607,0.008835692,0.1544488],"category_scores_gemma":[0.05826101,0.000828284,0.001248921,0.001152491,0.01342129,0.02687083,0.01450094,0.02449585,0.07119127],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007175319,"about_ca_system_score_gemma":0.02067672,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0433898,"about_ca_topic_score_gemma":0.04427595,"domain_scores_codex":[0.9841102,0.004726322,0.000531717,0.001750418,0.005310927,0.003570339],"domain_scores_gemma":[0.9665505,0.002602514,0.001619029,0.004526009,0.01285939,0.01184248],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003620678,0.00006244681,0.0008990158,0.00009269191,0.00003287211,0.0002299241,0.002705156,0.00009576706,0.0002029476,0.04826834,0.9129465,0.03442805],"study_design_scores_gemma":[0.00001379805,0.00003812718,0.0004084725,0.0002908084,0.00001144465,0.0002118153,0.002925178,0.00008714482,0.0001239153,0.01521125,0.9806418,0.00003617701],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.004320967,0.003933501,0.01452108,0.7096172,0.03916855,0.0001726654,0.0005536841,0.003322957,0.2243894],"genre_scores_gemma":[0.1103775,0.005674987,0.01582029,0.4526259,0.006548207,0.000510568,0.001050436,0.004495102,0.4028969],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.1544488,"threshold_uncertainty_score":0.5166826,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03228034578114838,"score_gpt":0.3455617890492928,"score_spread":0.3132814432681444,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}